Character Motion Animation ML Frameworks

Deep learning frameworks for generating, transferring, and editing character motion and animation. Includes keypoint-based animation, motion retargeting, and articulated body animation. Does NOT include general video processing, pose estimation without animation generation, or static image manipulation.

There are 28 character motion animation frameworks tracked. 5 score above 50 (established tier). The highest-rated is pypose/pypose at 59/100 with 1,513 stars.

Get all 28 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=character-motion-animation&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	pypose/pypose A library for differentiable robotics on manifolds.	59	Established	1,513	Python
2	MarcoForte/FBA_Matting Official repository for the paper F, B, Alpha Matting	59	Established	493	Jupyter Notebook
3	snap-research/articulated-animation Code for Motion Representations for Articulated Animation paper	53	Established	1,276	Jupyter Notebook
4	foamliu/Deep-Image-Matting Deep Image Matting	51	Established	990	Python
5	dyelax/Adversarial_Video_Generation A TensorFlow Implementation of "Deep Multi-Scale Video Prediction Beyond...	51	Established	746	Python
6	DeepMotionEditing/deep-motion-editing An end-to-end library for editing and rendering motion of 3D characters with...	49	Emerging	1,696	Python
7	rundiwu/2D-Motion-Retargeting PyTorch implementation for our paper Learning Character-Agnostic Motion for...	48	Emerging	475	Python
8	anilbas/3DMMasSTN MatConvNet implementation for incorporating a 3D Morphable Model (3DMM) into...	47	Emerging	285	Matlab
9	PeizhuoLi/neural-blend-shapes An end-to-end library for automatic character rigging, skinning, and blend...	47	Emerging	700	Python
10	tteepe/GaitGraph Official repository for "GaitGraph: Graph Convolutional Network for...	45	Emerging	109	Python
11	ZumoLabs/zpy Synthetic data for computer vision. An open source toolkit using Blender and Python.	42	Emerging	321	Python
12	Westlake-AI/MogaNet [ICLR 2024] MogaNet: Efficient Multi-order Gated Aggregation Network	41	Emerging	268	Jupyter Notebook
13	google/retiming Code for "Layered Neural Rendering for Retiming People in Video."	41	Emerging	177	Python
14	AliaksandrSiarohin/monkey-net Animating Arbitrary Objects via Deep Motion Transfer	39	Emerging	477	Python
15	MoritzKappel/HF-NHMT Official PyTorch Implementation of 'High-Fidelity Neural Human Motion...	38	Emerging	87	Python
16	MMehdiMousavi/SuperCaustics Real-time, open-source simulation of transparent objects for deep learning...	34	Emerging	59	Python
17	UPC-ViRVIG/pymotion A Python library for working with motion data in numpy or PyTorch	33	Emerging	62	Python
18	DK-Jang/MOCHA_SIGASIA2023 Official implementation for "MOCHA: Real-Time Motion Characterization via...	32	Emerging	25	Python
19	LukasHedegaard/continual-skeletons Official codebase for "Online Skeleton-based Action Recognition with...	32	Emerging	29	Python
20	fabioo29/physio-motion-transfer Official repo for Physio Motion Transfer "A Deep Learning approach for human...	31	Emerging	3	JavaScript
21	JizhiziLi/matting-survey Deep Image Matting: A Comprehensive Survey	31	Emerging	201	—
22	AxisCommunications/blenderset-addon Blenderset is tool for creating synthetic training data using blender. It...	28	Experimental	10	Python
23	dolphin-in-a-coma/sssumo The repository for the article "SSSUMO: Real-Time Semi-Supervised...	27	Experimental	2	Jupyter Notebook
24	hpc203/image-retouching-opencv-dnn 使用OpenCV部署图像修饰，包含C++和Python两个版本的程序	26	Experimental	10	C++
25	HPAI-BSC/SuSy SuSy is a Spatial-Based Synthetic Image Detection and Recognition Model,...	23	Experimental	4	Python
26	abhaskumarsinha/KMT A Keras-based motion transfer model leveraging first-order Jacobian-based...	20	Experimental	2	Jupyter Notebook
27	abs711/Optimizing-representations-for-gait-generation Using encoder-decoder neural networks to learn representations of personal...	19	Experimental	3	—
28	Galleonromanpace289/MoGA 🎥 Generate long videos with advanced Mixture-of-Groups Attention, improving...	14	Experimental	—	—